Learn to use powerful Python libraries for effective data processing and analysisAbout This BookLearn the basic processing steps in data analysis and how to use Python in this area through supported packages, especially Numpy, Pandas, and MatplotlibCreate, manipulate, and analyze your data to extract useful information to optimize your systemA hands-on guide to help you learn data analysis using Python Who This Book Is For If you are a Python developer who wants to get started with data analysis and you need a quick introductory guide to the python data analysis libraries, then this book is for you.What You Will LearnUnderstand the importance of data analysis and get familiar with its processing stepsGet acquainted with Numpy to use with arrays and array-oriented computing in data analysisCreate effective visualizations to present your data using MatplotlibProcess and analyze data using the time series capabilities of PandasInteract with different kind of database systems, such as file, disk format, Mongo, and RedisApply the supported Python package to data analysis applications through examplesExplore predictive analytics and machine learning algorithms using Scikit-learn, a Python library In Detail Data analysis is the process of applying logical and analytical reasoning to study each component of data. Python is a multi-domain, high-level, programming language. It’s often used as a *ing language because of its forgiving syntax and operability with a wide variety of different eco-systems. Python has powerful standard libraries or toolkits such as Pylearn2 and Hebel, which offers a fast, reliable, cross-platform environment for data analysis. With this book, we will get you started with Python data analysis and show you what its advantages are. The book starts by introducing the principles of data analysis and supported libraries, along with NumPy basics for statistic and data processing. Next it provides an overview of the Pandas package and uses its powerful features to solve data processing problems. Moving on, the book takes you through a brief overview of the Matplotlib API and some common plotting functions for DataFrame such as plot. Next, it will teach you to manipulate the time and data structure, and load and store data in a file or database using Python packages. The book will also teach you how to apply powerful packages in Python to process raw data into pure and helpful data using examples. Finally, the book gives you a brief overview of machine learning algorithms, that is, applying data analysis results to make decisions or build helpful products, such as recommendations and predictions using scikit-learn.Style and approach This is an easy-to-follow, step-by-step guide to get you familiar with data analysis and the libraries supported by Python. Topics are explained with real-world examples wherever required.

Chicago Stars quarterback Dean Robillard is the luckiest man in the world: a bona-fide sports superstar and the pride of the NFL with a profitable side career as a buff billboard model for End Zone underwear. But life in the glory lane has started to pale, and Dean has set off on a cross-country trip to figure out what's gone wrong. When he hits a lonely stretch of Colorado highway, he spies something that will shake up his gilded life in ways he can't imagine. A young woman . . . dressed in a beaver suit. Blue Bailey is on a mission to murder her ex. Or at least inflict serious damage. As for the beaver suit she's wearing . . . Is it her fault that life keeps throwing her curveballsWitness the expensive black sports car pulling up next to her on the highway and the Greek god stepping out of it. Blue's career as a portrait painter is the perfect job for someone who refuses to stay in one place for very long. She needs a ride, and America's most famous football player has an imposing set of wheels. Now, all she has to do is keep him entertained, off guard, and fully clothed before he figures out exactly how desperate she is. But Dean isn't the brainless jock she imagines, and Blue despite her petite stature is just about the toughest woman Dean has ever met. They're soon heading for his summer home where their already complicated lives and inconvenient attraction to each other will become entangled with a charismatic but aging rock star; a beautiful fifty-two-year-old woman trying to make peace with her rock and roll past; an eleven-year-old who desperately needs a family; and a bitter old woman who hates them all. As the summer progresses, the wandering portrait artist and the charming football star play a high-stakes game, fighting themselves and each other for a chance to have it all. Natural Born Charmer is for everyone who's ever thought about leaving their old life in the dust and never looking back. Susan Elizabeth Phillips takes us home again . . . and shows us where love truly lives.

Small-time stoolie, Jake " The Spinner" Jablon, made a lot of new enemies when he switched careers, from informer to blackmailer. And the more "clients", he figured, the more money -- and more people eager to see him dead. So no one is surprised when the pigeon is found floating in the East River with his skull bashed in.And what's worse, no one cares -- except Matthew Scudder. The ex-cop-turned-private-eye is no conscientious avenging angel. But he's willing to risk his own life and limb to confront Spinner's most murderously aggressive marks. A job's a job after all -- and Scudder's been paid to find a killer -- by the victim...in advance.

Lao-tzu's Tao Te Ching, or Book of the Way, is the classic manual on the art of living and one of the wonders of the world. In eighty-one brief chapters, the Tao Te Ching llods at the basic predicatment of being alive and gives advice that imparts balance and perspective, a serene and generous spirit. This book is about wisdom in action. It teaches how wo work for the good with the efforless skill that comes from being in accord with the Tao (the basic principle of the universe) and applies equally to good government and sexual love, to childrearing, business, and ecology. The Tao Te Ching is the most widely traslated book in world literature, after the Bible. Yet the gemlike lucidity of the original has eluded most previous translations, and they have obscured some of its central ideas. Now the Tao Te ching has been rendered into English by the eminent scholar and traslator Stephen Mitchell. Mr. Mitchell's Dropping Ashes on the Buddha is a modern Zen classic, and his translations of Rilke and of the Book of Job have already been called definitive for our time.

The Professor and the Madman , masterfully researched and eloquently written, is an extraordinary tale of madness, genius, and the incredible obsessions of two remarkable men that led to the making of the Oxford English Dictionary -- and literary history. The compilation of the OED , begun in 1857, was one of the most ambitious projects ever undertaken. As definitions were collected, the overseeing committee, led by Professor James Murray, discovered that one man, Dr. W. C. Minor, had submitted more than ten thousand. When the committee insisted on honoring him, a shocking truth came to light: Dr. Minor, an American Civil War veteran, was also an inmate at an asylum for the criminally insane.

Bernie Rhodenbarr is a personable chap, a good neighbor, a passable poker player. His chosen profession, however, might not sit well with some. Bernie is a burglar, a good one, effortlessly lifting valuables from the not-so-well-protected abodes of well-to-do New Yorkers like a modern-day Robin Hood. (The poor, as Bernie would be the first to tell you, alas, have nothing worth stealing.) He's not perfect, however; he occasionally makes mistakes. Like accepting a paid assignment from a total stranger to retrieve a particular item from a rich man's apartment. Like still being there when the cops arrive. Like having a freshly slain corpse lying in the next room, and no proof that Bernie isn't the killer. Now he's really got his hands full, having to locate the true perpetrator while somehow eluding the police -- a dirty job indeed, but if Bernie doesn't do it, who will?

The most successful business book of the last decade, Reengineering the Corporation is the pioneering work on the most important topic in business today: achieving dramatic performance improvements. This book leads readers through the radical redesign of a company's processes, organization, and culture to achieve a quantum leap in performance. Michael Hammer and James Champy have updated and revised their milestone work for the New Economy they helped to create -- promising to help corporations save hundreds of millions of dollars more, raise their customer satisfaction still higher, and grow ever more nimble in the years to come.

A respected senator from Georgia, Will Lee has aspirations of more.But a cruel stroke of fate thrusts him onto the national stage well before he expects, and long before he's ready, for a national campaign. The road to the White House, however, will be more treacherous -- and deadly -- than Will and his intelligent, strikingly beautiful wife, Kate, an associate director in the Central Intelligence Agency, can imagine.A courageous and principled man, Will soon learns he has more than one opponent who wants him out of the race. Thrust into the spotlight as never before, he's become the target of clandestine enemies from the past who will use all their money and influence to stop him -- dead. Now Will isn't just running for president -- he's running for his life.

A stranger arrives at the remote village of Viscos, carrying with him a backpack containing a notebook and eleven gold bars. He comes searching for the answer to a question that torments him: Are human beings, in essence, good or evilIn welcoming the mysterious foreigner, the whole village becomes an accomplice to his sophisticated plot, which will forever mark their lives. A novel of temptation by the internationally bestselling author Paulo Coelho, The Devil and Miss Prym is a thought-provoking parable of a community devoured by greed, cowardice, and fear as it struggles with the choice between good and evil.

Tess loves math because it's the one subject she can trust there's always just one right answer, and it never changes. But then she starts algebra and is introduced to those pesky and mysterious variables, which seem to be everywhere in eighth grade. When even your friends and parents can be variables, how in the world do you find out the right answers to the really important questions, like what to do about a boy you like or whom to tell when someone's done something really badWill Tess's life ever stop changing long enough for her to figure it all out?

After the sharp-eyed jay and the roaring lion, peace will come. . . . Four warrior Clans have shared the land around the lake as equals for many moons. But a prophecy foretells that three ThunderClan cats will hold the power of the stars in their paws. Jayfeather and Lionblaze know that they are two of the cats in the prophecy. Now the brothers must wait for a sign from StarClan to discover the identity of the third cat. Meanwhile, Dovekit and Ivykit kin of the great leader Firestar are poised to become ThunderClan apprentices. Soon one sister will have an ominous dream and will begin to realize that she possesses mystical skills unmatched by any other cat. In the midst of a cruel season that threatens the lives of all four warrior Clans, bonds will be forged, promises made, and three young cats will start to unravel the secrets that bind them together.

Master the art of digital forensics and analysis with PythonAbout This BookLearn to perform forensic analysis and investigations with the help of Python, and gain an advanced understanding of the various Python libraries and frameworksAnalyze Python *s to extract metadata and investigate forensic artifactsThe writers, Dr. Michael Spreitzenbarth and Dr. Johann Uhrmann, have used their experience to craft this hands-on guide to using Python for forensic analysis and investigations Who This Book Is For If you are a network security professional or forensics analyst who wants to gain a deeper understanding of performing forensic analysis with Python, then this book is for you. Some Python experience would be helpful.What You Will LearnExplore the forensic analysis of different platforms such as Windows, Android, and vSphereSemi-automatically reconstruct major parts of the system activity and time-lineLeverage Python ctypes for protocol decodingExamine artifacts from mobile, Skype, and browsersDiscover how to utilize Python to improve the focus of your analysisInvestigate in volatile memory with the help of volatility on the Android and Linux platforms In Detail Digital forensic analysis is the process of examining and extracting data digitally and examining it. Python has the combination of power, expressiveness, and ease of use that makes it an essential complementary tool to the traditional, off-the-shelf digital forensic tools. This book will teach you how to perform forensic analysis and investigations by exploring the capabilities of various Python libraries. The book starts by explaining the building blocks of the Python programming language, especially ctypes in-depth, along with how to automate typical tasks in file system analysis, common correlation tasks to discover anomalies, as well as templates for investigations. Next, we’ll show you cryptographic algorithms that can be used during forensic investigations to check for known files or to compare suspicious files with online services such as VirusTotal or Mobile-Sandbox. Moving on, you’ll learn how to sniff on the network, generate and analyze network flows, and perform log correlation with the help of Python *s and tools. You’ll get to know about the concepts of virtualization and how virtualization influences IT forensics, and you’ll discover how to perform forensic analysis of a jailbroken/rooted mobile device that is based on iOS or Android. Finally, the book teaches you how to analyze volatile memory and search for known malware samples based on YARA rules.Style and approach This easy-to-follow guide will demonstrate forensic analysis techniques by showing you how to solve real-word-scenarios step by step.

Princesses just want to have fun. . . . And Mia does too, despite the fact that the student government over which she presides is suddenly broke. But Grandmère's got a wacky scheme to raise the money, catapult Mia to theatrical fame, and link her romantically with an eligible teen bachelor who's not her boyfriend. No wonder Michael seems to think she's a psycho, or worse: not much fun. Is it possible that Mia, soon-to-be star of the stage, president of the student body, and future ruler of Genovia, doesn't know how to party?

Newbery Medal-winning author Beverly Cleary gives readers a hero they'll relate to and root for in this comical and inspiring novel about Henry Huggins's mission to prove himself worthy of his very own paper route. All the older kids work their own paper route, but because Henry is not eleven yet, Mr. Capper won't let him. Desperate to change his mind, Henry tries everything he can think of to show he's mature and responsible enough for the job. From offering free kittens to new subscribers, to hauling hundreds of pounds of old newspapers for his school's paper drive, there's nothing Henry won't try. But it might just be the irrepressible Ramona Quimby who shows Mr. Capper just how capable Henry is.

In the first novel from Newbery Award-winning author Beverly Cleary, boys and girls alike will instantly be charmed by an average boy whose life is turned upside down when he meets a lovable puppy with a nose for mischief. Just as Henry Huggins is complaining that nothing exciting ever happens, a friendly dog sits down beside him and looks pleadingly at his ice-cream cone. From that moment on, the two are inseparable. But when Ribsy's original owner appears, trying to reclaim his dog, Henry's faced with the possibility of losing his new best friend. Has Klickitat Street seen the last of rambunctious Ribsy?

Ramona Quimby is excited to start kindergarten. No longer does she have to watch her older sister, Beezus, ride the bus to school with all the big kids. She's finally old enough to do it too! Then she gets into trouble for pulling her classmate's boingy curls during recess. Even worse, her crush rejects her in front of everyone. Beezus says Ramona needs to quit being a pest, but how can she stop if she never was trying to be one in the first placeNewbery Medal winning author Beverly Cleary expertly depicts the trials and triumphs of growing up through a relatable heroine in Ramona Quimby. Supports the Common Core State Standards

My second life began when I was kidnapped by two complete strangers . . . That the kidnappers are actually Aunt Sandy and Uncle Max makes no difference to thirteen-year-old Domenica Santolina Doone, better known as Dinnie--she just doesn't want to go. Dinnie's accustomed to change, with her family constantly moving for "opportunity"--but when her aunt and uncle whisk her far away to an international school in Switzerland, she's not sure she's ready to face this "opportunity" alone. All at once she finds herself in a foreign country, surrounded by kids from different cultures speaking all sorts of languages and sharing various beliefs. Home and her first life seem so far away. But new friendships and the awesome beauty of Switzerland begin to unlock thoughts and dreams within her. Her joys and struggles make up a rich tapestry of experiences she can find nowhere else. Switzerland begins to be more than a temporary home--it becomes a part of Dinnnie herself, the self she never knew she could be. Switzerland is the picturesque backdrop of Newbery Medal winner Sharon Creech's new novel about a young girl discovering the beauty of nature, her place in the world, the value of friendship--and that life is full of wonderful "bloomabilites."

"Trouble twins" Dallas and Florida are orphans who have given up believing there is such a thing as a loving home. Tiller and Sairy are an eccentric older couple who live in the beautiful, mysterious Ruby Holler, but they're restless for one more big adventure. When they invite the twins to join them on their journeys, they first must all stay together in the Holler, and the magic of the place takes over. Two pairs of lives grow closer, and are changed forever.

The sea, the sea, the sea. It rolled and rolled and called to me. Come in, it said, come in."Thirteen-year-old Sophie hears the sea calling, promising adventure and a chance for discovery as she sets sail for England with her three uncles and two cousins. Sophie's cousin Cody isn't sure he has the strength to prove himself to the crew and to his father. Through Sophie's and Cody's travel logs, we hear stories of the past and the daily challenges of surviving at sea as The Wanderer sails toward its destination -- and its passengers search for their places in the world.

I am a beast. A beast. Not quite wolf or bear, gorilla or dog but a horrible new creature who walks upright a creature with fangs and claws and hair springing from every pore. I am a monster. You think I'm talking fairy talesNo way. The place is New York City. The time is now. It's no deformity, no disease. And I'll stay this way forever ruined unless I can break the spell. Yes, the spell, the one the witch in my English class cast on me. Why did she turn me into a beast who hides by day and prowls by nightI'll tell you. I'll tell you how I used to be Kyle Kingsbury, the guy you wished you were, with money, perfect looks, and the perfect life. And then, I'll tell you how I became perfectly . . . beastly.

Something weird is going on! First the school bus gets a flat tire, and then Mrs. Kormel is totally lost in the middle of nowhere! Mrs. Kormel is the weirdest bus driver in the history of the world, and she's driving everyone crazy!